leaderboard_list_leaderboards – 1 MCP server offers this tool
What it usually takes
No server lists parameters for it.
No server marks it as only reading: treat it as able to change data.
From each publisher's own tool list. We never call a tool.
Servers
| Server | Inputs | Read-only? |
|---|---|---|
TabArena co.huggingface.tabarena/leaderboard TabArena is a living benchmark for tabular machine learning: predicting a target column from structured, rows-and-columns data (CSV files, spreadsheets, dataframes, database tables). It ranks tabular foundation models (TabPFN, TabICL, TabDPT, Mitra, TabM), gradient-boosted trees (LightGBM, XGBoost, CatBoost), neural networks (RealMLP, ModernNCA) and AutoML systems (AutoGluon) by Elo over 51 curated datasets, with measured training and inference time for each. This endpoint is the index: it lists the available leaderboards, the valid subset values for every other endpoint, the difference between a model and a whole system, the keys each record carries, and the raw CSV URLs for bulk download. Call it before the get_* endpoints when you are unsure which arguments exist. | – | Not stated |